Literature DB >> 32271281

Machine Learning and Deep Neural Network Applications in the Thorax: Pulmonary Embolism, Chronic Thromboembolic Pulmonary Hypertension, Aorta, and Chronic Obstructive Pulmonary Disease.

Martine Remy-Jardin1,2, Jean-Baptiste Faivre1, Rainer Kaergel3, Antoine Hutt1, Paul Felloni1, Suonita Khung1, Anne-Laure Lejeune1, Jessica Giordano1, Jacques Remy1.   

Abstract

The radiologic community is rapidly integrating a revolution that has not fully entered daily practice. It necessitates a close collaboration between computer scientists and radiologists to move from concepts to practical applications. This article reviews the current littérature on machine learning and deep neural network applications in the field of pulmonary embolism, chronic thromboembolic pulmonary hypertension, aorta, and chronic obstructive pulmonary disease.

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Year:  2020        PMID: 32271281     DOI: 10.1097/RTI.0000000000000492

Source DB:  PubMed          Journal:  J Thorac Imaging        ISSN: 0883-5993            Impact factor:   3.000


  2 in total

1.  The RSNA Pulmonary Embolism CT Dataset.

Authors:  Errol Colak; Felipe C Kitamura; Stephen B Hobbs; Carol C Wu; Matthew P Lungren; Luciano M Prevedello; Jayashree Kalpathy-Cramer; Robyn L Ball; George Shih; Anouk Stein; Safwan S Halabi; Emre Altinmakas; Meng Law; Parveen Kumar; Karam A Manzalawi; Dennis Charles Nelson Rubio; Jacob W Sechrist; Pauline Germaine; Eva Castro Lopez; Tomas Amerio; Pushpender Gupta; Manoj Jain; Fernando U Kay; Cheng Ting Lin; Saugata Sen; Jonathan Wesley Revels; Carola C Brussaard; John Mongan
Journal:  Radiol Artif Intell       Date:  2021-01-20

2.  Development of a machine learning model using electrocardiogram signals to improve acute pulmonary embolism screening.

Authors:  Sulaiman S Somani; Hossein Honarvar; Sukrit Narula; Isotta Landi; Shawn Lee; Yeraz Khachatoorian; Arsalan Rehmani; Andrew Kim; Jessica K De Freitas; Shelly Teng; Suraj Jaladanki; Arvind Kumar; Adam Russak; Shan P Zhao; Robert Freeman; Matthew A Levin; Girish N Nadkarni; Alexander C Kagen; Edgar Argulian; Benjamin S Glicksberg
Journal:  Eur Heart J Digit Health       Date:  2021-11-25
  2 in total

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